{"id":"W7118121008","doi":"10.18103/mra.v13i12.7143","title":"Preparedness for Future Pandemics Using a Highly Effective Recombinant Vesicular Stomatitis Virus-Based Vaccine Platform Technology: Strategies for Developing Superior Vaccines","year":2025,"lang":"","type":"article","venue":"Medical Research Archives","topic":"Virology and Viral Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Vesicular stomatitis virus; Glycoprotein; Signal peptide; Recombinant DNA; Viral envelope; Rhabdoviridae; Vector (molecular biology); Virus; Mutant","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.002874149,0.0007731773,0.00166915,0.00209878,0.001926242,0.0001609593,0.001142822,0.001194589,0.0001433206],"category_scores_gemma":[0.01295461,0.0006304888,0.0005357581,0.001711318,0.001428718,0.0003730365,0.0006043629,0.001921195,0.000009890458],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004357768,"about_ca_system_score_gemma":0.01144853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009078581,"about_ca_topic_score_gemma":0.0003705268,"domain_scores_codex":[0.9929384,0.0007475375,0.001270542,0.001496283,0.001180146,0.002367092],"domain_scores_gemma":[0.9895186,0.007948911,0.0002176137,0.0008506494,0.0007280124,0.0007361614],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.04101725,0.002665688,0.009331244,0.02096453,0.003288212,0.0005605653,0.003630951,0.0001017027,0.01997363,0.04758086,0.004052835,0.8468325],"study_design_scores_gemma":[0.06173303,0.02080485,0.03657601,0.03748232,0.002774428,0.0001399182,0.03984775,0.3631243,0.03742654,0.28774,0.1095741,0.002776746],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8695548,0.01858744,0.08540794,0.01453184,0.001437716,0.009703157,0.0003680355,0.0002515454,0.0001575064],"genre_scores_gemma":[0.9769457,0.004337684,0.009768959,0.0009850997,0.001383175,0.005578858,0.0003825001,0.0001432074,0.0004748358],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8440558,"threshold_uncertainty_score":0.9996147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03741099760709919,"score_gpt":0.4047663577413659,"score_spread":0.3673553601342667,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}